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SPARKNLP-886: Add Fine tuned sentence bert notebook #14152

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Feb 6, 2024
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SPARKNLP-886: Add Fine tuned sentence bert notebook #14152

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18 changes: 9 additions & 9 deletions docs/en/transformers.md
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Expand Up @@ -9,18 +9,18 @@ modify_date: "2023-06-18"
use_language_switcher: "Python-Scala-Java"
show_nav: true
sidebar:
nav: sparknlp
nav: sparknlp
---

<script> {% include scripts/transformerUseCaseSwitcher.js %} </script>

{% assign parent_path = "en/transformer_entries" %}

{% for file in site.static_files %}
{% if file.path contains parent_path %}
{% assign file_name = file.path | remove: parent_path | remove: "/" | prepend: "transformer_entries/" %}
{% include_relative {{ file_name }} %}
{% endif %}
{% if file.path contains parent_path %}
{% assign file_name = file.path | remove: parent_path | remove: "/" | prepend: "transformer_entries/" %}
{% include_relative {{ file_name }} %}
{% endif %}
{% endfor %}

<div class="h3-box" markdown="1">
Expand All @@ -29,7 +29,7 @@ sidebar:

### Overview

We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models since `3.1.0` to equivalent Spark NLP 🚀 annotators. Starting this release, you can easily use the `saved_model` feature in HuggingFace within a few lines of codes and import any `BERT`, `DistilBERT`, `CamemBERT`, `RoBERTa`, `DeBERTa`, `XLM-RoBERTa`, `Longformer`, `BertForTokenClassification`, `DistilBertForTokenClassification`, `AlbertForTokenClassification`, `RoBertaForTokenClassification`, `DeBertaForTokenClassification`, `XlmRoBertaForTokenClassification`, `XlnetForTokenClassification`, `LongformerForTokenClassification`, `CamemBertForTokenClassification`, `CamemBertForSequenceClassification`, `CamemBertForQuestionAnswering`, `BertForSequenceClassification`, `DistilBertForSequenceClassification`, `AlbertForSequenceClassification`, `RoBertaForSequenceClassification`, `DeBertaForSequenceClassification`, `XlmRoBertaForSequenceClassification`, `XlnetForSequenceClassification`, `LongformerForSequenceClassification`, `AlbertForQuestionAnswering`, `BertForQuestionAnswering`, `DeBertaForQuestionAnswering`, `DistilBertForQuestionAnswering`, `LongformerForQuestionAnswering`, `RoBertaForQuestionAnswering`, `XlmRoBertaForQuestionAnswering`, `TapasForQuestionAnswering`, `Vision Transformers (ViT)`, `HubertForCTC`, `SwinForImageClassification`, and `ConvNextForImageClassification` models to Spark NLP. We will work on the remaining annotators and extend this support to the rest with each release 😊
We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models since `3.1.0` to equivalent Spark NLP 🚀 annotators. Starting this release, you can easily use the `saved_model` feature in HuggingFace within a few lines of codes and import any `BERT`, `DistilBERT`, `CamemBERT`, `RoBERTa`, `DeBERTa`, `XLM-RoBERTa`, `Longformer`, `BertForTokenClassification`, `DistilBertForTokenClassification`, `AlbertForTokenClassification`, `RoBertaForTokenClassification`, `DeBertaForTokenClassification`, `XlmRoBertaForTokenClassification`, `XlnetForTokenClassification`, `LongformerForTokenClassification`, `CamemBertForTokenClassification`, `CamemBertForSequenceClassification`, `CamemBertForQuestionAnswering`, `BertForSequenceClassification`, `DistilBertForSequenceClassification`, `AlbertForSequenceClassification`, `RoBertaForSequenceClassification`, `DeBertaForSequenceClassification`, `XlmRoBertaForSequenceClassification`, `XlnetForSequenceClassification`, `LongformerForSequenceClassification`, `AlbertForQuestionAnswering`, `BertForQuestionAnswering`, `DeBertaForQuestionAnswering`, `DistilBertForQuestionAnswering`, `LongformerForQuestionAnswering`, `RoBertaForQuestionAnswering`, `XlmRoBertaForQuestionAnswering`, `TapasForQuestionAnswering`, `Vision Transformers (ViT)`, `HubertForCTC`, `SwinForImageClassification`, and `ConvNextForImageClassification` models to Spark NLP. We will work on the remaining annotators and extend this support to the rest with each release 😊

</div><div class="h3-box" markdown="1">

Expand Down Expand Up @@ -161,7 +161,7 @@ We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models s
| BertForTokenClassification | [HuggingFace in Spark NLP - BertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForTokenClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForTokenClassification.ipynb) |
| BertForZeroShotClassification | [HuggingFace in Spark NLP - BertForZeroShotClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForZeroShotClassification.ipynb) |
| BertSentenceEmbeddings | [HuggingFace in Spark NLP - BERT Sentence](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) |
| BERTSentenceEmbeddings | [HuggingFace in Spark NLP - BERT Sentence](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) |
| BertSentenceEmbeddings - Fine Tuned | [Fine Tuned Sentence Bert in Spark NLP](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/Fine_Tuned_Sentence_Bert_in_Spark_NLP.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/Fine_Tuned_Sentence_Bert_in_Spark_NLP.ipynb) |
| CamemBertEmbeddings | [HuggingFace in Spark NLP - CamemBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBERT.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBERT.ipynb) |
| CamemBertForQuestionAnswering | [HuggingFace in Spark NLP - CamemBertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForQuestionAnswering.ipynb) |
| CamemBertForSequenceClassification | [HuggingFace in Spark NLP - CamemBertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb) |
Expand Down Expand Up @@ -199,9 +199,9 @@ We have extended support for `HuggingFace` 🤗 and `TF Hub` exported models s
#### TF Hub to Spark NLP

| Spark NLP | TF Hub Notebooks | Colab |
|:-----------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| :--------------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| AlbertEmbeddings | [TF Hub in Spark NLP - ALBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20ALBERT.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20ALBERT.ipynb) |
| BertEmbeddings | [TF Hub in Spark NLP - BERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20BERT.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20BERT.ipynb) |
| BertSentenceEmbeddings | [TF Hub in Spark NLP - BERT Sentence](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/TF%20Hub%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb) |

</div>
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